Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 934858 |
| Missing cells | 366522 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 250.5 MiB |
| Average record size in memory | 281.0 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 15 |
device_fraud_count has constant value "" | Constant |
prev_address_months_count is highly overall correlated with current_address_months_count | High correlation |
current_address_months_count is highly overall correlated with prev_address_months_count | High correlation |
customer_age is highly overall correlated with date_of_birth_distinct_emails_4w and 1 other fields | High correlation |
velocity_24h is highly overall correlated with velocity_4w and 1 other fields | High correlation |
velocity_4w is highly overall correlated with velocity_24h and 1 other fields | High correlation |
bank_branch_count_8w is highly overall correlated with bank_months_count | High correlation |
credit_risk_score is highly overall correlated with proposed_credit_limit | High correlation |
bank_months_count is highly overall correlated with bank_branch_count_8w | High correlation |
proposed_credit_limit is highly overall correlated with credit_risk_score | High correlation |
month is highly overall correlated with velocity_24h and 1 other fields | High correlation |
date_of_birth_distinct_emails_4w is highly overall correlated with customer_age | High correlation |
segmentacion_etaria is highly overall correlated with customer_age | High correlation |
fraud_bool is highly imbalanced (91.3%) | Imbalance |
foreign_request is highly imbalanced (83.7%) | Imbalance |
source is highly imbalanced (93.5%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (87.4%) | Imbalance |
name_email_similarity has 61087 (6.5%) missing values | Missing |
date_of_birth_distinct_emails_4w has 61087 (6.5%) missing values | Missing |
email_is_free has 61087 (6.5%) missing values | Missing |
device_distinct_emails_8w has 61087 (6.5%) missing values | Missing |
phone_home_valid has 61087 (6.5%) missing values | Missing |
phone_mobile_valid has 61087 (6.5%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
x1 has unique values | Unique |
x2 has unique values | Unique |
bank_branch_count_8w has 132507 (14.2%) zeros | Zeros |
month has 74895 (8.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-22 00:21:27.601497 |
|---|---|
| Analysis finished | 2023-05-22 00:25:55.840768 |
| Duration | 4 minutes and 28.24 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 934858 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 500013.56 |
| Minimum | 0 |
|---|---|
| Maximum | 999999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49990.85 |
| Q1 | 250014.25 |
| median | 500128.5 |
| Q3 | 749857.75 |
| 95-th percentile | 950057.15 |
| Maximum | 999999 |
| Range | 999999 |
| Interquartile range (IQR) | 499843.5 |
Descriptive statistics
| Standard deviation | 288644.63 |
|---|---|
| Coefficient of variation (CV) | 0.57727361 |
| Kurtosis | -1.1997399 |
| Mean | 500013.56 |
| Median Absolute Deviation (MAD) | 249923 |
| Skewness | -0.00026112347 |
| Sum | 4.6744168 × 1011 |
| Variance | 8.3315724 × 1010 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 666623 | 1 | < 0.1% |
| 666626 | 1 | < 0.1% |
| 666627 | 1 | < 0.1% |
| 666628 | 1 | < 0.1% |
| 666629 | 1 | < 0.1% |
| 666630 | 1 | < 0.1% |
| 666632 | 1 | < 0.1% |
| 666633 | 1 | < 0.1% |
| 666634 | 1 | < 0.1% |
| Other values (934848) | 934848 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 999999 | 1 | |
| 999998 | 1 | |
| 999997 | 1 | |
| 999996 | 1 | |
| 999995 | 1 | |
| 999994 | 1 | |
| 999993 | 1 | |
| 999992 | 1 | |
| 999991 | 1 | |
| 999990 | 1 |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| 0.0 | |
|---|---|
| 1.0 | 10273 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2804574 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 924585 | |
| 1.0 | 10273 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 924585 | |
| 1.0 | 10273 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1859443 | |
| . | 934858 | |
| 1 | 10273 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1869716 | |
| Other Punctuation | 934858 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1859443 | |
| 1 | 10273 | 0.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 934858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2804574 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1859443 | |
| . | 934858 | |
| 1 | 10273 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2804574 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1859443 | |
| . | 934858 | |
| 1 | 10273 | 0.4% |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57867516 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.3 |
| median | 0.6 |
| Q3 | 0.8 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28824805 |
|---|---|
| Coefficient of variation (CV) | 0.4981172 |
| Kurtosis | -1.2206216 |
| Mean | 0.57867516 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.46550402 |
| Sum | 540979.1 |
| Variance | 0.083086937 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 225216 | |
| 0.8 | 141589 | |
| 0.1 | 135633 | |
| 0.6 | 103016 | |
| 0.7 | 98145 | |
| 0.4 | 73358 | 7.8% |
| 0.2 | 60722 | 6.5% |
| 0.5 | 51489 | 5.5% |
| 0.3 | 45690 | 4.9% |
| Value | Count | Frequency (%) |
| 0.1 | 135633 | |
| 0.2 | 60722 | 6.5% |
| 0.3 | 45690 | 4.9% |
| 0.4 | 73358 | 7.8% |
| 0.5 | 51489 | 5.5% |
| 0.6 | 103016 | |
| 0.7 | 98145 | |
| 0.8 | 141589 | |
| 0.9 | 225216 |
| Value | Count | Frequency (%) |
| 0.9 | 225216 | |
| 0.8 | 141589 | |
| 0.7 | 98145 | |
| 0.6 | 103016 | |
| 0.5 | 51489 | 5.5% |
| 0.4 | 73358 | 7.8% |
| 0.3 | 45690 | 4.9% |
| 0.2 | 60722 | 6.5% |
| 0.1 | 135633 |
prev_address_months_count
Real number (ℝ)
| Distinct | 373 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.674602 |
| Minimum | -1 |
|---|---|
| Maximum | 399 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 712414 |
| Negative (%) | 76.2% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 96 |
| Maximum | 399 |
| Range | 400 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 43.044012 |
|---|---|
| Coefficient of variation (CV) | 2.933232 |
| Kurtosis | 22.352884 |
| Mean | 14.674602 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3194346 |
| Sum | 13718669 |
| Variance | 1852.787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 712414 | |
| 11 | 8730 | 0.9% |
| 29 | 7750 | 0.8% |
| 28 | 7489 | 0.8% |
| 27 | 7343 | 0.8% |
| 30 | 7279 | 0.8% |
| 10 | 7022 | 0.8% |
| 12 | 6663 | 0.7% |
| 31 | 6660 | 0.7% |
| 26 | 6503 | 0.7% |
| Other values (363) | 157005 | 16.8% |
| Value | Count | Frequency (%) |
| -1 | 712414 | |
| 6 | 26 | < 0.1% |
| 7 | 279 | < 0.1% |
| 8 | 1217 | 0.1% |
| 9 | 3703 | 0.4% |
| 10 | 7022 | 0.8% |
| 11 | 8730 | 0.9% |
| 12 | 6663 | 0.7% |
| 13 | 3499 | 0.4% |
| 14 | 1195 | 0.1% |
| Value | Count | Frequency (%) |
| 399 | 1 | < 0.1% |
| 386 | 1 | < 0.1% |
| 382 | 1 | < 0.1% |
| 376 | 1 | < 0.1% |
| 373 | 1 | < 0.1% |
| 372 | 2 | < 0.1% |
| 371 | 3 | |
| 370 | 4 | |
| 369 | 3 | |
| 368 | 7 |
current_address_months_count
Real number (ℝ)
| Distinct | 416 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.223237 |
| Minimum | -1 |
|---|---|
| Maximum | 429 |
| Zeros | 7261 |
| Zeros (%) | 0.8% |
| Negative | 3228 |
| Negative (%) | 0.3% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 27 |
| median | 64 |
| Q3 | 154 |
| 95-th percentile | 303 |
| Maximum | 429 |
| Range | 430 |
| Interquartile range (IQR) | 127 |
Descriptive statistics
| Standard deviation | 94.061999 |
|---|---|
| Coefficient of variation (CV) | 0.94798357 |
| Kurtosis | 0.67141507 |
| Mean | 99.223237 |
| Median Absolute Deviation (MAD) | 52 |
| Skewness | 1.1722444 |
| Sum | 92759637 |
| Variance | 8847.6596 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 12828 | 1.4% |
| 6 | 12702 | 1.4% |
| 8 | 12702 | 1.4% |
| 9 | 12398 | 1.3% |
| 5 | 12093 | 1.3% |
| 10 | 11794 | 1.3% |
| 4 | 11499 | 1.2% |
| 11 | 11137 | 1.2% |
| 3 | 10629 | 1.1% |
| 12 | 10249 | 1.1% |
| Other values (406) | 816827 |
| Value | Count | Frequency (%) |
| -1 | 3228 | 0.3% |
| 0 | 7261 | |
| 1 | 8462 | |
| 2 | 9792 | |
| 3 | 10629 | |
| 4 | 11499 | |
| 5 | 12093 | |
| 6 | 12702 | |
| 7 | 12828 | |
| 8 | 12702 |
| Value | Count | Frequency (%) |
| 429 | 1 | < 0.1% |
| 423 | 2 | |
| 413 | 2 | |
| 412 | 2 | |
| 411 | 1 | < 0.1% |
| 410 | 2 | |
| 409 | 1 | < 0.1% |
| 408 | 3 | |
| 406 | 1 | < 0.1% |
| 405 | 4 |
customer_age
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.343605 |
| Minimum | 10 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 60 |
| Maximum | 90 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.765578 |
|---|---|
| Coefficient of variation (CV) | 0.33295544 |
| Kurtosis | -0.68118307 |
| Mean | 41.343605 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.1956127 |
| Sum | 38650400 |
| Variance | 189.49115 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 358162 | |
| 30 | 176282 | |
| 20 | 137357 | 14.7% |
| 40 | 136268 | 14.6% |
| 60 | 93271 | 10.0% |
| 70 | 17462 | 1.9% |
| 10 | 12138 | 1.3% |
| 80 | 3662 | 0.4% |
| 90 | 256 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 12138 | 1.3% |
| 20 | 137357 | 14.7% |
| 30 | 176282 | |
| 40 | 136268 | 14.6% |
| 50 | 358162 | |
| 60 | 93271 | 10.0% |
| 70 | 17462 | 1.9% |
| 80 | 3662 | 0.4% |
| 90 | 256 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 256 | < 0.1% |
| 80 | 3662 | 0.4% |
| 70 | 17462 | 1.9% |
| 60 | 93271 | 10.0% |
| 50 | 358162 | |
| 40 | 136268 | 14.6% |
| 30 | 176282 | |
| 20 | 137357 | 14.7% |
| 10 | 12138 | 1.3% |
days_since_request
Real number (ℝ)
| Distinct | 925125 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90384319 |
| Minimum | 3.1127908 × 10-8 |
|---|---|
| Maximum | 76.577505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 3.1127908 × 10-8 |
|---|---|
| 5-th percentile | 0.0014623427 |
| Q1 | 0.0074449506 |
| median | 0.015668693 |
| Q3 | 0.026927433 |
| 95-th percentile | 3.6445101 |
| Maximum | 76.577505 |
| Range | 76.577505 |
| Interquartile range (IQR) | 0.019482483 |
Descriptive statistics
| Standard deviation | 5.0068073 |
|---|---|
| Coefficient of variation (CV) | 5.5394645 |
| Kurtosis | 123.72027 |
| Mean | 0.90384319 |
| Median Absolute Deviation (MAD) | 0.0092775435 |
| Skewness | 9.9801318 |
| Sum | 844965.04 |
| Variance | 25.068119 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02801972689 | 4 | < 0.1% |
| 0.03054321527 | 3 | < 0.1% |
| 0.01274189252 | 3 | < 0.1% |
| 0.02032779054 | 3 | < 0.1% |
| 0.01851027811 | 3 | < 0.1% |
| 0.02406238422 | 3 | < 0.1% |
| 0.02174377305 | 3 | < 0.1% |
| 0.01886675185 | 3 | < 0.1% |
| 0.02812341688 | 3 | < 0.1% |
| 0.0242542157 | 3 | < 0.1% |
| Other values (925115) | 934827 |
| Value | Count | Frequency (%) |
| 3.112790756 × 10-8 | 1 | |
| 4.284949667 × 10-8 | 1 | |
| 6.467590399 × 10-8 | 1 | |
| 6.668673265 × 10-8 | 1 | |
| 8.972571815 × 10-8 | 1 | |
| 1.184335368 × 10-7 | 1 | |
| 1.636929874 × 10-7 | 1 | |
| 1.936133843 × 10-7 | 1 | |
| 2.340225221 × 10-7 | 1 | |
| 2.459462076 × 10-7 | 1 |
| Value | Count | Frequency (%) |
| 76.57750471 | 1 | |
| 76.44178416 | 1 | |
| 76.35261379 | 1 | |
| 76.28622045 | 1 | |
| 76.10338234 | 1 | |
| 76.0644503 | 1 | |
| 76.03996532 | 1 | |
| 75.77016058 | 1 | |
| 75.54222839 | 1 | |
| 75.53508479 | 1 |
intended_balcon_amount
Real number (ℝ)
| Distinct | 930349 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5497008 |
| Minimum | -15.537329 |
|---|---|
| Maximum | 112.7025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 702701 |
| Negative (%) | 75.2% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -15.537329 |
|---|---|
| 5-th percentile | -1.5820798 |
| Q1 | -1.1797899 |
| median | -0.83456962 |
| Q3 | -0.069674002 |
| 95-th percentile | 50.450941 |
| Maximum | 112.7025 |
| Range | 128.23983 |
| Interquartile range (IQR) | 1.1101159 |
Descriptive statistics
| Standard deviation | 20.523497 |
|---|---|
| Coefficient of variation (CV) | 2.400493 |
| Kurtosis | 7.2154814 |
| Mean | 8.5497008 |
| Median Absolute Deviation (MAD) | 0.4139853 |
| Skewness | 2.586153 |
| Sum | 7992756.2 |
| Variance | 421.21393 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.383355992 | 3 | < 0.1% |
| -1.271576718 | 3 | < 0.1% |
| -0.89533763 | 3 | < 0.1% |
| -1.511615383 | 3 | < 0.1% |
| -0.8159297155 | 3 | < 0.1% |
| -0.6402193199 | 3 | < 0.1% |
| -1.302431331 | 3 | < 0.1% |
| -0.5522859925 | 3 | < 0.1% |
| -1.480167178 | 3 | < 0.1% |
| -0.6157640927 | 3 | < 0.1% |
| Other values (930339) | 934828 |
| Value | Count | Frequency (%) |
| -15.5373287 | 1 | |
| -14.98174304 | 1 | |
| -14.46186413 | 1 | |
| -14.24921104 | 1 | |
| -14.09788792 | 1 | |
| -14.0649795 | 1 | |
| -13.50054653 | 1 | |
| -13.48327333 | 1 | |
| -13.15491677 | 1 | |
| -13.10520997 | 1 |
| Value | Count | Frequency (%) |
| 112.7025044 | 1 | |
| 112.613538 | 1 | |
| 112.4807053 | 1 | |
| 112.4618379 | 1 | |
| 112.3336455 | 1 | |
| 112.3298244 | 1 | |
| 112.1683185 | 1 | |
| 112.1390146 | 1 | |
| 112.0994771 | 1 | |
| 112.0909752 | 1 |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| AB | |
|---|---|
| AA | |
| AC | |
| AD | |
| AE | 221 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1869716 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AB |
|---|---|
| 2nd row | AA |
| 3rd row | AA |
| 4th row | AB |
| 5th row | AC |
Common Values
| Value | Count | Frequency (%) |
| AB | 373204 | |
| AA | 233076 | |
| AC | 230914 | |
| AD | 97443 | 10.4% |
| AE | 221 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ab | 373204 | |
| aa | 233076 | |
| ac | 230914 | |
| ad | 97443 | 10.4% |
| ae | 221 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1167934 | |
| B | 373204 | 20.0% |
| C | 230914 | 12.4% |
| D | 97443 | 5.2% |
| E | 221 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1869716 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1167934 | |
| B | 373204 | 20.0% |
| C | 230914 | 12.4% |
| D | 97443 | 5.2% |
| E | 221 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1869716 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1167934 | |
| B | 373204 | 20.0% |
| C | 230914 | 12.4% |
| D | 97443 | 5.2% |
| E | 221 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1869716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1167934 | |
| B | 373204 | 20.0% |
| C | 230914 | 12.4% |
| D | 97443 | 5.2% |
| E | 221 | < 0.1% |
zip_count_4w
Real number (ℝ)
| Distinct | 6238 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1517.628 |
| Minimum | 1 |
|---|---|
| Maximum | 6650 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 492 |
| Q1 | 886 |
| median | 1208 |
| Q3 | 1844 |
| 95-th percentile | 3543 |
| Maximum | 6650 |
| Range | 6649 |
| Interquartile range (IQR) | 958 |
Descriptive statistics
| Standard deviation | 965.05244 |
|---|---|
| Coefficient of variation (CV) | 0.63589524 |
| Kurtosis | 2.4506194 |
| Mean | 1517.628 |
| Median Absolute Deviation (MAD) | 413 |
| Skewness | 1.5410731 |
| Sum | 1.4187667 × 109 |
| Variance | 931326.21 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1023 | 832 | 0.1% |
| 924 | 828 | 0.1% |
| 1033 | 822 | 0.1% |
| 1014 | 819 | 0.1% |
| 1021 | 817 | 0.1% |
| 1048 | 808 | 0.1% |
| 1062 | 808 | 0.1% |
| 1054 | 801 | 0.1% |
| 1000 | 801 | 0.1% |
| 1080 | 798 | 0.1% |
| Other values (6228) | 926724 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 2 | 5 | |
| 3 | 6 | |
| 4 | 3 | < 0.1% |
| 5 | 7 | |
| 6 | 4 | |
| 7 | 4 | |
| 8 | 7 | |
| 9 | 4 | |
| 10 | 9 |
| Value | Count | Frequency (%) |
| 6650 | 1 | |
| 6593 | 1 | |
| 6557 | 1 | |
| 6553 | 1 | |
| 6526 | 2 | |
| 6513 | 1 | |
| 6511 | 1 | |
| 6506 | 1 | |
| 6501 | 1 | |
| 6496 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 933695 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5489.967 |
| Minimum | -174.10969 |
|---|---|
| Maximum | 16754.959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 41 |
| Negative (%) | < 0.1% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -174.10969 |
|---|---|
| 5-th percentile | 1222.6418 |
| Q1 | 3332.844 |
| median | 5189.1744 |
| Q3 | 7368.2571 |
| 95-th percentile | 10877.826 |
| Maximum | 16754.959 |
| Range | 16929.069 |
| Interquartile range (IQR) | 4035.4131 |
Descriptive statistics
| Standard deviation | 2940.6949 |
|---|---|
| Coefficient of variation (CV) | 0.53564893 |
| Kurtosis | 0.14308084 |
| Mean | 5489.967 |
| Median Absolute Deviation (MAD) | 1995.2389 |
| Skewness | 0.60083345 |
| Sum | 5.1323395 × 109 |
| Variance | 8647686.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5869.79409 | 3 | < 0.1% |
| 4430.639621 | 2 | < 0.1% |
| 8686.23003 | 2 | < 0.1% |
| 11488.62541 | 2 | < 0.1% |
| 4615.96053 | 2 | < 0.1% |
| 2667.946788 | 2 | < 0.1% |
| 7989.813294 | 2 | < 0.1% |
| 9986.869622 | 2 | < 0.1% |
| 4547.489877 | 2 | < 0.1% |
| 3260.869008 | 2 | < 0.1% |
| Other values (933685) | 934837 |
| Value | Count | Frequency (%) |
| -174.1096908 | 1 | |
| -155.4307304 | 1 | |
| -130.456928 | 1 | |
| -113.0468992 | 1 | |
| -110.7034762 | 1 | |
| -106.9782971 | 1 | |
| -96.51829979 | 1 | |
| -84.13861148 | 1 | |
| -77.95925234 | 1 | |
| -75.12062215 | 1 |
| Value | Count | Frequency (%) |
| 16754.95902 | 1 | |
| 16754.20092 | 1 | |
| 16715.5654 | 1 | |
| 16701.86995 | 1 | |
| 16573.28576 | 1 | |
| 16558.19839 | 1 | |
| 16554.13314 | 1 | |
| 16528.15786 | 1 | |
| 16517.25703 | 1 | |
| 16515.61382 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 933964 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4661.0739 |
| Minimum | 1322.3252 |
|---|---|
| Maximum | 9539.3565 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 1322.3252 |
|---|---|
| 5-th percentile | 2550.4766 |
| Q1 | 3502.6706 |
| median | 4640.7363 |
| Q3 | 5591.9666 |
| 95-th percentile | 7265.9299 |
| Maximum | 9539.3565 |
| Range | 8217.0314 |
| Interquartile range (IQR) | 2089.296 |
Descriptive statistics
| Standard deviation | 1451.792 |
|---|---|
| Coefficient of variation (CV) | 0.31147157 |
| Kurtosis | -0.19879736 |
| Mean | 4661.0739 |
| Median Absolute Deviation (MAD) | 1051.3865 |
| Skewness | 0.42303094 |
| Sum | 4.3574422 × 109 |
| Variance | 2107700 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4197.278153 | 3 | < 0.1% |
| 5594.539998 | 3 | < 0.1% |
| 5083.929288 | 3 | < 0.1% |
| 6181.031062 | 2 | < 0.1% |
| 5059.222766 | 2 | < 0.1% |
| 4678.628909 | 2 | < 0.1% |
| 2007.025763 | 2 | < 0.1% |
| 4869.005134 | 2 | < 0.1% |
| 2892.122262 | 2 | < 0.1% |
| 5476.417788 | 2 | < 0.1% |
| Other values (933954) | 934835 |
| Value | Count | Frequency (%) |
| 1322.325176 | 1 | |
| 1326.681151 | 1 | |
| 1327.867307 | 1 | |
| 1328.306125 | 1 | |
| 1330.702283 | 1 | |
| 1344.745469 | 1 | |
| 1346.622214 | 1 | |
| 1348.830318 | 1 | |
| 1366.255299 | 1 | |
| 1366.485702 | 1 |
| Value | Count | Frequency (%) |
| 9539.35653 | 1 | |
| 9511.544062 | 1 | |
| 9505.599398 | 1 | |
| 9505.181514 | 1 | |
| 9501.092895 | 1 | |
| 9478.93622 | 1 | |
| 9474.913485 | 1 | |
| 9472.491584 | 1 | |
| 9468.552375 | 1 | |
| 9456.593159 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 933273 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4733.988 |
| Minimum | 2870.5916 |
|---|---|
| Maximum | 7019.201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 2870.5916 |
|---|---|
| 5-th percentile | 3115.3687 |
| Q1 | 4238.4434 |
| median | 4813.3701 |
| Q3 | 5331.804 |
| 95-th percentile | 6320.6368 |
| Maximum | 7019.201 |
| Range | 4148.6094 |
| Interquartile range (IQR) | 1093.3606 |
Descriptive statistics
| Standard deviation | 871.1704 |
|---|---|
| Coefficient of variation (CV) | 0.18402463 |
| Kurtosis | -0.25258232 |
| Mean | 4733.988 |
| Median Absolute Deviation (MAD) | 558.33737 |
| Skewness | -0.0090538413 |
| Sum | 4.4256066 × 109 |
| Variance | 758937.87 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4237.957845 | 3 | < 0.1% |
| 3480.307357 | 3 | < 0.1% |
| 4314.579619 | 3 | < 0.1% |
| 4358.685619 | 3 | < 0.1% |
| 4315.170164 | 2 | < 0.1% |
| 4341.056648 | 2 | < 0.1% |
| 4468.875565 | 2 | < 0.1% |
| 5668.869731 | 2 | < 0.1% |
| 5686.995633 | 2 | < 0.1% |
| 3046.102441 | 2 | < 0.1% |
| Other values (933263) | 934834 |
| Value | Count | Frequency (%) |
| 2870.591613 | 1 | |
| 2896.415063 | 1 | |
| 2918.632222 | 1 | |
| 2919.806878 | 1 | |
| 2920.415951 | 1 | |
| 2921.590392 | 1 | |
| 2922.163499 | 1 | |
| 2922.47631 | 1 | |
| 2926.560489 | 1 | |
| 2928.591401 | 1 |
| Value | Count | Frequency (%) |
| 7019.20103 | 1 | |
| 6977.711782 | 1 | |
| 6970.521948 | 1 | |
| 6961.908358 | 1 | |
| 6955.383287 | 1 | |
| 6942.150889 | 1 | |
| 6941.960129 | 1 | |
| 6940.29743 | 1 | |
| 6938.88494 | 1 | |
| 6938.768203 | 1 |
bank_branch_count_8w
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2320 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 201.15715 |
| Minimum | 0 |
|---|---|
| Maximum | 2377 |
| Zeros | 132507 |
| Zeros (%) | 14.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 10 |
| Q3 | 31 |
| 95-th percentile | 1486 |
| Maximum | 2377 |
| Range | 2377 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 473.66974 |
|---|---|
| Coefficient of variation (CV) | 2.3547249 |
| Kurtosis | 5.5648219 |
| Mean | 201.15715 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 2.5720068 |
| Sum | 1.8805337 × 108 |
| Variance | 224363.03 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 139772 | 15.0% |
| 0 | 132507 | 14.2% |
| 2 | 54691 | 5.9% |
| 11 | 28083 | 3.0% |
| 10 | 27680 | 3.0% |
| 12 | 27570 | 2.9% |
| 13 | 26152 | 2.8% |
| 9 | 25918 | 2.8% |
| 14 | 23684 | 2.5% |
| 8 | 23554 | 2.5% |
| Other values (2310) | 425247 |
| Value | Count | Frequency (%) |
| 0 | 132507 | |
| 1 | 139772 | |
| 2 | 54691 | 5.9% |
| 3 | 15136 | 1.6% |
| 4 | 12269 | 1.3% |
| 5 | 14775 | 1.6% |
| 6 | 17857 | 1.9% |
| 7 | 20843 | 2.2% |
| 8 | 23554 | 2.5% |
| 9 | 25918 | 2.8% |
| Value | Count | Frequency (%) |
| 2377 | 1 | |
| 2366 | 1 | |
| 2360 | 1 | |
| 2357 | 1 | |
| 2355 | 2 | |
| 2348 | 1 | |
| 2347 | 1 | |
| 2346 | 1 | |
| 2345 | 1 | |
| 2342 | 1 |
employment_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| CA | |
|---|---|
| CB | |
| CC | |
| CF | 41970 |
| CD | 24965 |
| Other values (2) | 17984 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1869716 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CC |
|---|---|
| 2nd row | CA |
| 3rd row | CA |
| 4th row | CB |
| 5th row | CA |
Common Values
| Value | Count | Frequency (%) |
| CA | 640367 | |
| CB | 126341 | 13.5% |
| CC | 83231 | 8.9% |
| CF | 41970 | 4.5% |
| CD | 24965 | 2.7% |
| CE | 17523 | 1.9% |
| CG | 461 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ca | 640367 | |
| cb | 126341 | 13.5% |
| cc | 83231 | 8.9% |
| cf | 41970 | 4.5% |
| cd | 24965 | 2.7% |
| ce | 17523 | 1.9% |
| cg | 461 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 1018089 | |
| A | 640367 | |
| B | 126341 | 6.8% |
| F | 41970 | 2.2% |
| D | 24965 | 1.3% |
| E | 17523 | 0.9% |
| G | 461 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1869716 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1018089 | |
| A | 640367 | |
| B | 126341 | 6.8% |
| F | 41970 | 2.2% |
| D | 24965 | 1.3% |
| E | 17523 | 0.9% |
| G | 461 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1869716 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 1018089 | |
| A | 640367 | |
| B | 126341 | 6.8% |
| F | 41970 | 2.2% |
| D | 24965 | 1.3% |
| E | 17523 | 0.9% |
| G | 461 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1869716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 1018089 | |
| A | 640367 | |
| B | 126341 | 6.8% |
| F | 41970 | 2.2% |
| D | 24965 | 1.3% |
| E | 17523 | 0.9% |
| G | 461 | < 0.1% |
credit_risk_score
Real number (ℝ)
| Distinct | 544 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.26063 |
| Minimum | -177 |
|---|---|
| Maximum | 388 |
| Zeros | 410 |
| Zeros (%) | < 0.1% |
| Negative | 11360 |
| Negative (%) | 1.2% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -177 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 90 |
| median | 130 |
| Q3 | 188 |
| 95-th percentile | 267 |
| Maximum | 388 |
| Range | 565 |
| Interquartile range (IQR) | 98 |
Descriptive statistics
| Standard deviation | 71.438414 |
|---|---|
| Coefficient of variation (CV) | 0.51298356 |
| Kurtosis | -0.031619124 |
| Mean | 139.26063 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | 0.28066054 |
| Sum | 1.3018892 × 108 |
| Variance | 5103.447 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 110 | 6308 | 0.7% |
| 113 | 6263 | 0.7% |
| 108 | 6250 | 0.7% |
| 116 | 6205 | 0.7% |
| 112 | 6204 | 0.7% |
| 115 | 6172 | 0.7% |
| 107 | 6134 | 0.7% |
| 109 | 6134 | 0.7% |
| 106 | 6108 | 0.7% |
| 105 | 6087 | 0.7% |
| Other values (534) | 872993 |
| Value | Count | Frequency (%) |
| -177 | 1 | < 0.1% |
| -164 | 2 | < 0.1% |
| -162 | 1 | < 0.1% |
| -161 | 2 | < 0.1% |
| -160 | 1 | < 0.1% |
| -157 | 3 | |
| -154 | 2 | < 0.1% |
| -153 | 1 | < 0.1% |
| -152 | 1 | < 0.1% |
| -150 | 6 |
| Value | Count | Frequency (%) |
| 388 | 1 | < 0.1% |
| 387 | 3 | |
| 386 | 3 | |
| 383 | 2 | < 0.1% |
| 382 | 1 | < 0.1% |
| 380 | 5 | |
| 378 | 2 | < 0.1% |
| 377 | 7 | |
| 376 | 6 | |
| 375 | 4 |
housing_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| BC | |
|---|---|
| BB | |
| BA | |
| BE | |
| BD | 24771 |
| Other values (2) | 1810 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1869716 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BC |
|---|---|
| 2nd row | BC |
| 3rd row | BC |
| 4th row | BB |
| 5th row | BA |
Common Values
| Value | Count | Frequency (%) |
| BC | 313646 | |
| BB | 281601 | |
| BA | 201363 | |
| BE | 111667 | 11.9% |
| BD | 24771 | 2.6% |
| BF | 1562 | 0.2% |
| BG | 248 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bc | 313646 | |
| bb | 281601 | |
| ba | 201363 | |
| be | 111667 | 11.9% |
| bd | 24771 | 2.6% |
| bf | 1562 | 0.2% |
| bg | 248 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1216459 | |
| C | 313646 | 16.8% |
| A | 201363 | 10.8% |
| E | 111667 | 6.0% |
| D | 24771 | 1.3% |
| F | 1562 | 0.1% |
| G | 248 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1869716 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1216459 | |
| C | 313646 | 16.8% |
| A | 201363 | 10.8% |
| E | 111667 | 6.0% |
| D | 24771 | 1.3% |
| F | 1562 | 0.1% |
| G | 248 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1869716 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1216459 | |
| C | 313646 | 16.8% |
| A | 201363 | 10.8% |
| E | 111667 | 6.0% |
| D | 24771 | 1.3% |
| F | 1562 | 0.1% |
| G | 248 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1869716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1216459 | |
| C | 313646 | 16.8% |
| A | 201363 | 10.8% |
| E | 111667 | 6.0% |
| D | 24771 | 1.3% |
| F | 1562 | 0.1% |
| G | 248 | < 0.1% |
bank_months_count
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.138964 |
| Minimum | -1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 231094 |
| Negative (%) | 24.7% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 32 |
| Range | 33 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 12.125446 |
|---|---|
| Coefficient of variation (CV) | 1.0885613 |
| Kurtosis | -1.4591957 |
| Mean | 11.138964 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.45281102 |
| Sum | 10413350 |
| Variance | 147.02644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 231094 | |
| 1 | 168374 | |
| 28 | 75917 | 8.1% |
| 15 | 56244 | 6.0% |
| 30 | 52676 | 5.6% |
| 31 | 44200 | 4.7% |
| 10 | 41176 | 4.4% |
| 25 | 39608 | 4.2% |
| 5 | 29903 | 3.2% |
| 20 | 28990 | 3.1% |
| Other values (23) | 166676 |
| Value | Count | Frequency (%) |
| -1 | 231094 | |
| 1 | 168374 | |
| 2 | 24867 | 2.7% |
| 3 | 7547 | 0.8% |
| 4 | 4230 | 0.5% |
| 5 | 29903 | 3.2% |
| 6 | 17337 | 1.9% |
| 7 | 746 | 0.1% |
| 8 | 41 | < 0.1% |
| 9 | 5661 | 0.6% |
| Value | Count | Frequency (%) |
| 32 | 21 | < 0.1% |
| 31 | 44200 | |
| 30 | 52676 | |
| 29 | 9222 | 1.0% |
| 28 | 75917 | |
| 27 | 4206 | 0.4% |
| 26 | 23087 | 2.5% |
| 25 | 39608 | |
| 24 | 1705 | 0.2% |
| 23 | 242 | < 0.1% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2804574 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 701792 | |
| 1.0 | 233066 | 24.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 701792 | |
| 1.0 | 233066 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1636650 | |
| . | 934858 | |
| 1 | 233066 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1869716 | |
| Other Punctuation | 934858 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1636650 | |
| 1 | 233066 | 12.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 934858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2804574 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1636650 | |
| . | 934858 | |
| 1 | 233066 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2804574 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1636650 | |
| . | 934858 | |
| 1 | 233066 | 8.3% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 551.63939 |
| Minimum | 190 |
|---|---|
| Maximum | 2100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 190 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 1000 |
| 95-th percentile | 1500 |
| Maximum | 2100 |
| Range | 1910 |
| Interquartile range (IQR) | 800 |
Descriptive statistics
| Standard deviation | 506.69847 |
|---|---|
| Coefficient of variation (CV) | 0.91853207 |
| Kurtosis | -0.23764461 |
| Mean | 551.63939 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1428178 |
| Sum | 5.157045 × 108 |
| Variance | 256743.34 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 541859 | |
| 1500 | 152783 | 16.3% |
| 500 | 131256 | 14.0% |
| 1000 | 85501 | 9.1% |
| 2000 | 7473 | 0.8% |
| 990 | 7213 | 0.8% |
| 510 | 6804 | 0.7% |
| 490 | 828 | 0.1% |
| 210 | 547 | 0.1% |
| 1900 | 428 | < 0.1% |
| Other values (2) | 166 | < 0.1% |
| Value | Count | Frequency (%) |
| 190 | 110 | < 0.1% |
| 200 | 541859 | |
| 210 | 547 | 0.1% |
| 490 | 828 | 0.1% |
| 500 | 131256 | 14.0% |
| 510 | 6804 | 0.7% |
| 990 | 7213 | 0.8% |
| 1000 | 85501 | 9.1% |
| 1500 | 152783 | 16.3% |
| 1900 | 428 | < 0.1% |
| Value | Count | Frequency (%) |
| 2100 | 56 | < 0.1% |
| 2000 | 7473 | 0.8% |
| 1900 | 428 | < 0.1% |
| 1500 | 152783 | |
| 1000 | 85501 | |
| 990 | 7213 | 0.8% |
| 510 | 6804 | 0.7% |
| 500 | 131256 | |
| 490 | 828 | 0.1% |
| 210 | 547 | 0.1% |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| 0.0 | |
|---|---|
| 1.0 | 22350 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2804574 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 912508 | |
| 1.0 | 22350 | 2.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 912508 | |
| 1.0 | 22350 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1847366 | |
| . | 934858 | |
| 1 | 22350 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1869716 | |
| Other Punctuation | 934858 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1847366 | |
| 1 | 22350 | 1.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 934858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2804574 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1847366 | |
| . | 934858 | |
| 1 | 22350 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2804574 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1847366 | |
| . | 934858 | |
| 1 | 22350 | 0.8% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| INTERNET | |
|---|---|
| TELEAPP | 7203 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.9922951 |
| Min length | 7 |
Characters and Unicode
| Total characters | 7471661 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INTERNET |
|---|---|
| 2nd row | INTERNET |
| 3rd row | INTERNET |
| 4th row | INTERNET |
| 5th row | INTERNET |
Common Values
| Value | Count | Frequency (%) |
| INTERNET | 927655 | |
| TELEAPP | 7203 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| internet | 927655 | |
| teleapp | 7203 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1869716 | |
| T | 1862513 | |
| N | 1855310 | |
| I | 927655 | |
| R | 927655 | |
| P | 14406 | 0.2% |
| L | 7203 | 0.1% |
| A | 7203 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7471661 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 1869716 | |
| T | 1862513 | |
| N | 1855310 | |
| I | 927655 | |
| R | 927655 | |
| P | 14406 | 0.2% |
| L | 7203 | 0.1% |
| A | 7203 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7471661 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 1869716 | |
| T | 1862513 | |
| N | 1855310 | |
| I | 927655 | |
| R | 927655 | |
| P | 14406 | 0.2% |
| L | 7203 | 0.1% |
| A | 7203 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7471661 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 1869716 | |
| T | 1862513 | |
| N | 1855310 | |
| I | 927655 | |
| R | 927655 | |
| P | 14406 | 0.2% |
| L | 7203 | 0.1% |
| A | 7203 | 0.1% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 930312 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8147995 |
| Minimum | -1 |
|---|---|
| Maximum | 85.567848 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2109 |
| Negative (%) | 0.2% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.2655275 |
| Q1 | 3.1510455 |
| median | 5.2463658 |
| Q3 | 9.365532 |
| 95-th percentile | 22.545114 |
| Maximum | 85.567848 |
| Range | 86.567848 |
| Interquartile range (IQR) | 6.2144864 |
Descriptive statistics
| Standard deviation | 8.2378159 |
|---|---|
| Coefficient of variation (CV) | 1.0541302 |
| Kurtosis | 13.653172 |
| Mean | 7.8147995 |
| Median Absolute Deviation (MAD) | 2.7418352 |
| Skewness | 3.1512544 |
| Sum | 7305727.8 |
| Variance | 67.861611 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 2109 | 0.2% |
| 3.155039553 | 3 | < 0.1% |
| 4.091064028 | 3 | < 0.1% |
| 4.941366469 | 3 | < 0.1% |
| 4.317986256 | 3 | < 0.1% |
| 8.993731516 | 3 | < 0.1% |
| 5.369191087 | 3 | < 0.1% |
| 4.706080005 | 3 | < 0.1% |
| 5.771883817 | 3 | < 0.1% |
| 4.766375488 | 3 | < 0.1% |
| Other values (930302) | 932722 |
| Value | Count | Frequency (%) |
| -1 | 2109 | |
| 4.088611726 × 10-5 | 1 | < 0.1% |
| 0.001224497171 | 1 | < 0.1% |
| 0.00149964329 | 1 | < 0.1% |
| 0.001894059749 | 1 | < 0.1% |
| 0.003472779563 | 1 | < 0.1% |
| 0.004286417425 | 1 | < 0.1% |
| 0.006187519682 | 1 | < 0.1% |
| 0.007119304742 | 1 | < 0.1% |
| 0.007424412727 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 85.5678478 | 1 | |
| 85.16199762 | 1 | |
| 84.17860796 | 1 | |
| 83.37677458 | 1 | |
| 82.69866386 | 1 | |
| 82.34065183 | 1 | |
| 82.30868693 | 1 | |
| 81.95029589 | 1 | |
| 81.89104262 | 1 | |
| 81.83908038 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| linux | |
|---|---|
| windows | |
| other | |
| macintosh | |
| x11 | 7719 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.7932777 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5415892 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | other |
|---|---|
| 2nd row | macintosh |
| 3rd row | windows |
| 4th row | windows |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| linux | 314924 | |
| windows | 284514 | |
| other | 280698 | |
| macintosh | 47003 | 5.0% |
| x11 | 7719 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| linux | 314924 | |
| windows | 284514 | |
| other | 280698 | |
| macintosh | 47003 | 5.0% |
| x11 | 7719 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 646441 | |
| n | 646441 | |
| o | 612215 | |
| w | 569028 | |
| s | 331517 | 6.1% |
| h | 327701 | 6.1% |
| t | 327701 | 6.1% |
| x | 322643 | 6.0% |
| l | 314924 | 5.8% |
| u | 314924 | 5.8% |
| Other values (7) | 1002357 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5400454 | |
| Decimal Number | 15438 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 646441 | |
| n | 646441 | |
| o | 612215 | |
| w | 569028 | |
| s | 331517 | 6.1% |
| h | 327701 | 6.1% |
| t | 327701 | 6.1% |
| x | 322643 | 6.0% |
| l | 314924 | 5.8% |
| u | 314924 | 5.8% |
| Other values (6) | 986919 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 15438 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5400454 | |
| Common | 15438 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 646441 | |
| n | 646441 | |
| o | 612215 | |
| w | 569028 | |
| s | 331517 | 6.1% |
| h | 327701 | 6.1% |
| t | 327701 | 6.1% |
| x | 322643 | 6.0% |
| l | 314924 | 5.8% |
| u | 314924 | 5.8% |
| Other values (6) | 986919 |
Common
| Value | Count | Frequency (%) |
| 1 | 15438 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5415892 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 646441 | |
| n | 646441 | |
| o | 612215 | |
| w | 569028 | |
| s | 331517 | 6.1% |
| h | 327701 | 6.1% |
| t | 327701 | 6.1% |
| x | 322643 | 6.0% |
| l | 314924 | 5.8% |
| u | 314924 | 5.8% |
| Other values (7) | 1002357 |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2804574 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 519417 | |
| 0.0 | 415441 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 519417 | |
| 0.0 | 415441 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1350299 | |
| . | 934858 | |
| 1 | 519417 | 18.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1869716 | |
| Other Punctuation | 934858 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1350299 | |
| 1 | 519417 | 27.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 934858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2804574 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1350299 | |
| . | 934858 | |
| 1 | 519417 | 18.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2804574 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1350299 | |
| . | 934858 | |
| 1 | 519417 | 18.5% |
device_fraud_count
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2804574 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 934858 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 934858 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1869716 | |
| . | 934858 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1869716 | |
| Other Punctuation | 934858 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1869716 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 934858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2804574 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1869716 | |
| . | 934858 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2804574 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1869716 | |
| . | 934858 |
month
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6576132 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 74895 |
| Zeros (%) | 8.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1169819 |
|---|---|
| Coefficient of variation (CV) | 0.5787878 |
| Kurtosis | -1.0855253 |
| Mean | 3.6576132 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.057178958 |
| Sum | 3419349 |
| Variance | 4.4816125 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 146321 | |
| 5 | 137826 | |
| 2 | 133263 | |
| 6 | 127091 | |
| 4 | 118198 | |
| 7 | 98688 | |
| 1 | 98576 | |
| 0 | 74895 |
| Value | Count | Frequency (%) |
| 0 | 74895 | |
| 1 | 98576 | |
| 2 | 133263 | |
| 3 | 146321 | |
| 4 | 118198 | |
| 5 | 137826 | |
| 6 | 127091 | |
| 7 | 98688 |
| Value | Count | Frequency (%) |
| 7 | 98688 | |
| 6 | 127091 | |
| 5 | 137826 | |
| 4 | 118198 | |
| 3 | 146321 | |
| 2 | 133263 | |
| 1 | 98576 | |
| 0 | 74895 |
x1
Real number (ℝ)
| Distinct | 934858 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.013953728 |
| Minimum | -4.9778644 |
|---|---|
| Maximum | 6.4348669 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 464892 |
| Negative (%) | 49.7% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -4.9778644 |
|---|---|
| 5-th percentile | -1.6368629 |
| Q1 | -0.66806604 |
| median | 0.0069220021 |
| Q3 | 0.68654608 |
| 95-th percentile | 1.6829661 |
| Maximum | 6.4348669 |
| Range | 11.412731 |
| Interquartile range (IQR) | 1.3546121 |
Descriptive statistics
| Standard deviation | 1.013219 |
|---|---|
| Coefficient of variation (CV) | 72.612781 |
| Kurtosis | 0.14897831 |
| Mean | 0.013953728 |
| Median Absolute Deviation (MAD) | 0.67730194 |
| Skewness | 0.065253535 |
| Sum | 13044.754 |
| Variance | 1.0266128 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2822232989 | 1 | < 0.1% |
| 0.7225341106 | 1 | < 0.1% |
| 0.09126340671 | 1 | < 0.1% |
| -0.39567329 | 1 | < 0.1% |
| -0.1246639813 | 1 | < 0.1% |
| -0.1216799761 | 1 | < 0.1% |
| 0.4070229083 | 1 | < 0.1% |
| -0.4969799753 | 1 | < 0.1% |
| -1.674868027 | 1 | < 0.1% |
| -1.04973528 | 1 | < 0.1% |
| Other values (934848) | 934848 |
| Value | Count | Frequency (%) |
| -4.977864446 | 1 | |
| -4.913331616 | 1 | |
| -4.852117653 | 1 | |
| -4.659952967 | 1 | |
| -4.602974619 | 1 | |
| -4.446632241 | 1 | |
| -4.400445301 | 1 | |
| -4.371314395 | 1 | |
| -4.365340579 | 1 | |
| -4.332117681 | 1 |
| Value | Count | Frequency (%) |
| 6.434866931 | 1 | |
| 5.938492819 | 1 | |
| 5.647253063 | 1 | |
| 5.605919708 | 1 | |
| 5.518075554 | 1 | |
| 5.497664426 | 1 | |
| 5.481411648 | 1 | |
| 5.35703142 | 1 | |
| 5.335605496 | 1 | |
| 5.187241498 | 1 |
x2
Real number (ℝ)
| Distinct | 934858 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.011317419 |
| Minimum | -4.8464137 |
|---|---|
| Maximum | 6.5424922 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 465274 |
| Negative (%) | 49.8% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | -4.8464137 |
|---|---|
| 5-th percentile | -1.6391733 |
| Q1 | -0.67028542 |
| median | 0.0056589419 |
| Q3 | 0.68371808 |
| 95-th percentile | 1.6790625 |
| Maximum | 6.5424922 |
| Range | 11.388906 |
| Interquartile range (IQR) | 1.3540035 |
Descriptive statistics
| Standard deviation | 1.012477 |
|---|---|
| Coefficient of variation (CV) | 89.461826 |
| Kurtosis | 0.14895211 |
| Mean | 0.011317419 |
| Median Absolute Deviation (MAD) | 0.67698331 |
| Skewness | 0.065045791 |
| Sum | 10580.18 |
| Variance | 1.0251096 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.1371216331 | 1 | < 0.1% |
| -0.674844564 | 1 | < 0.1% |
| -0.2337829497 | 1 | < 0.1% |
| 0.577778861 | 1 | < 0.1% |
| 0.268263762 | 1 | < 0.1% |
| -0.3774879003 | 1 | < 0.1% |
| -1.629810455 | 1 | < 0.1% |
| 0.1262583252 | 1 | < 0.1% |
| -0.06540750097 | 1 | < 0.1% |
| -0.9035089504 | 1 | < 0.1% |
| Other values (934848) | 934848 |
| Value | Count | Frequency (%) |
| -4.846413733 | 1 | |
| -4.783369547 | 1 | |
| -4.618998589 | 1 | |
| -4.471665368 | 1 | |
| -4.433939506 | 1 | |
| -4.426691766 | 1 | |
| -4.3132024 | 1 | |
| -4.302575372 | 1 | |
| -4.296208593 | 1 | |
| -4.28748851 | 1 |
| Value | Count | Frequency (%) |
| 6.542492182 | 1 | |
| 6.284777011 | 1 | |
| 6.028632545 | 1 | |
| 5.951461793 | 1 | |
| 5.640478546 | 1 | |
| 5.487140277 | 1 | |
| 5.460212461 | 1 | |
| 5.34742463 | 1 | |
| 5.33297376 | 1 | |
| 5.309443306 | 1 |
name_email_similarity
Real number (ℝ)
| Distinct | 872778 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 61087 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48771499 |
| Minimum | 5.0247067 × 10-8 |
|---|---|
| Maximum | 0.99999996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 5.0247067 × 10-8 |
|---|---|
| 5-th percentile | 0.067003863 |
| Q1 | 0.21468263 |
| median | 0.48603337 |
| Q3 | 0.75462222 |
| 95-th percentile | 0.91665107 |
| Maximum | 0.99999996 |
| Range | 0.99999991 |
| Interquartile range (IQR) | 0.53993959 |
Descriptive statistics
| Standard deviation | 0.29142273 |
|---|---|
| Coefficient of variation (CV) | 0.59752671 |
| Kurtosis | -1.3088828 |
| Mean | 0.48771499 |
| Median Absolute Deviation (MAD) | 0.27010353 |
| Skewness | 0.070488446 |
| Sum | 426151.21 |
| Variance | 0.084927208 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6543885557 | 2 | < 0.1% |
| 0.227845696 | 2 | < 0.1% |
| 0.7587758738 | 2 | < 0.1% |
| 0.09967890275 | 2 | < 0.1% |
| 0.1921911384 | 2 | < 0.1% |
| 0.6623782788 | 2 | < 0.1% |
| 0.2434066482 | 2 | < 0.1% |
| 0.6502823952 | 2 | < 0.1% |
| 0.4891073054 | 2 | < 0.1% |
| 0.8054028081 | 2 | < 0.1% |
| Other values (872768) | 873751 | |
| (Missing) | 61087 | 6.5% |
| Value | Count | Frequency (%) |
| 5.024706719 × 10-8 | 1 | |
| 7.898993833 × 10-7 | 1 | |
| 6.11675322 × 10-6 | 1 | |
| 8.85821685 × 10-6 | 1 | |
| 1.887405922 × 10-5 | 1 | |
| 2.022443363 × 10-5 | 1 | |
| 2.116087418 × 10-5 | 1 | |
| 2.539521405 × 10-5 | 1 | |
| 3.198422688 × 10-5 | 1 | |
| 3.548570023 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.9999999633 | 1 | |
| 0.9999998641 | 1 | |
| 0.9999996731 | 1 | |
| 0.9999990265 | 1 | |
| 0.9999984639 | 1 | |
| 0.9999982377 | 1 | |
| 0.9999981359 | 1 | |
| 0.9999977445 | 1 | |
| 0.9999976263 | 1 | |
| 0.9999974194 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 61087 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7732907 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 3174 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 17 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.8153014 |
|---|---|
| Coefficient of variation (CV) | 0.61946756 |
| Kurtosis | 1.0324455 |
| Mean | 7.7732907 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.99832431 |
| Sum | 6792076 |
| Variance | 23.187128 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 94762 | |
| 6 | 84497 | 9.0% |
| 4 | 80098 | 8.6% |
| 7 | 75965 | 8.1% |
| 8 | 64667 | 6.9% |
| 3 | 62971 | 6.7% |
| 2 | 62764 | 6.7% |
| 9 | 48279 | 5.2% |
| 11 | 47740 | 5.1% |
| 10 | 40536 | 4.3% |
| Other values (30) | 211492 | |
| (Missing) | 61087 | 6.5% |
| Value | Count | Frequency (%) |
| 0 | 3174 | 0.3% |
| 1 | 30406 | 3.3% |
| 2 | 62764 | |
| 3 | 62971 | |
| 4 | 80098 | |
| 5 | 94762 | |
| 6 | 84497 | |
| 7 | 75965 | |
| 8 | 64667 | |
| 9 | 48279 |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 38 | 4 | < 0.1% |
| 37 | 8 | < 0.1% |
| 36 | 12 | < 0.1% |
| 35 | 40 | < 0.1% |
| 34 | 49 | < 0.1% |
| 33 | 63 | < 0.1% |
| 32 | 101 | |
| 31 | 134 | |
| 30 | 196 |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 61087 |
| Missing (%) | 6.5% |
| Memory size | 7.1 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 453162 | |
| 0.0 | 420609 | |
| (Missing) | 61087 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 453162 | |
| 0.0 | 420609 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| . | 873771 | |
| 1 | 453162 | 17.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| 1 | 453162 | 25.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| . | 873771 | |
| 1 | 453162 | 17.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| . | 873771 | |
| 1 | 453162 | 17.3% |
device_distinct_emails_8w
Categorical
IMBALANCE  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 61087 |
| Missing (%) | 6.5% |
| Memory size | 7.1 MiB |
| 1.0 | |
|---|---|
| 2.0 | 25681 |
| 0.0 | 5735 |
| -1.0 | 281 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0003216 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621594 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 842074 | |
| 2.0 | 25681 | 2.7% |
| 0.0 | 5735 | 0.6% |
| -1.0 | 281 | < 0.1% |
| (Missing) | 61087 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 842355 | |
| 2.0 | 25681 | 2.9% |
| 0.0 | 5735 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| . | 873771 | |
| 1 | 842355 | |
| 2 | 25681 | 1.0% |
| - | 281 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 | |
| Dash Punctuation | 281 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| 1 | 842355 | |
| 2 | 25681 | 1.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 281 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621594 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| . | 873771 | |
| 1 | 842355 | |
| 2 | 25681 | 1.0% |
| - | 281 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621594 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| . | 873771 | |
| 1 | 842355 | |
| 2 | 25681 | 1.0% |
| - | 281 | < 0.1% |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 61087 |
| Missing (%) | 6.5% |
| Memory size | 7.1 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 442588 | |
| 1.0 | 431183 | |
| (Missing) | 61087 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 442588 | |
| 1.0 | 431183 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| . | 873771 | |
| 1 | 431183 | 16.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| 1 | 431183 | 24.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| . | 873771 | |
| 1 | 431183 | 16.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| . | 873771 | |
| 1 | 431183 | 16.4% |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 61087 |
| Missing (%) | 6.5% |
| Memory size | 7.1 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 748761 | |
| 0.0 | 125010 | 13.4% |
| (Missing) | 61087 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 748761 | |
| 0.0 | 125010 | 14.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| . | 873771 | |
| 1 | 748761 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| 1 | 748761 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| . | 873771 | |
| 1 | 748761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| . | 873771 | |
| 1 | 748761 |
segmentacion_etaria
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 913.3 KiB |
| Adulto | |
|---|---|
| Adulto-Joven | |
| Persona Mayor | |
| Joven | 12138 |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 7.7270655 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7223709 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Persona Mayor |
|---|---|
| 2nd row | Adulto |
| 3rd row | Adulto |
| 4th row | Adulto |
| 5th row | Adulto |
Common Values
| Value | Count | Frequency (%) |
| Adulto | 670712 | |
| Adulto-Joven | 137357 | 14.7% |
| Persona Mayor | 114651 | 12.3% |
| Joven | 12138 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| adulto | 670712 | |
| adulto-joven | 137357 | 13.1% |
| persona | 114651 | 10.9% |
| mayor | 114651 | 10.9% |
| joven | 12138 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1186866 | |
| A | 808069 | |
| d | 808069 | |
| u | 808069 | |
| l | 808069 | |
| t | 808069 | |
| n | 264146 | 3.7% |
| e | 264146 | 3.7% |
| r | 229302 | 3.2% |
| a | 229302 | 3.2% |
| Other values (8) | 1009602 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5784835 | |
| Uppercase Letter | 1186866 | 16.4% |
| Dash Punctuation | 137357 | 1.9% |
| Space Separator | 114651 | 1.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1186866 | |
| d | 808069 | |
| u | 808069 | |
| l | 808069 | |
| t | 808069 | |
| n | 264146 | 4.6% |
| e | 264146 | 4.6% |
| r | 229302 | 4.0% |
| a | 229302 | 4.0% |
| v | 149495 | 2.6% |
| Other values (2) | 229302 | 4.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 808069 | |
| J | 149495 | 12.6% |
| P | 114651 | 9.7% |
| M | 114651 | 9.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 137357 |
Space Separator
| Value | Count | Frequency (%) |
| 114651 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6971701 | |
| Common | 252008 | 3.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 1186866 | |
| A | 808069 | |
| d | 808069 | |
| u | 808069 | |
| l | 808069 | |
| t | 808069 | |
| n | 264146 | 3.8% |
| e | 264146 | 3.8% |
| r | 229302 | 3.3% |
| a | 229302 | 3.3% |
| Other values (6) | 757594 |
Common
| Value | Count | Frequency (%) |
| - | 137357 | |
| 114651 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7223709 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 1186866 | |
| A | 808069 | |
| d | 808069 | |
| u | 808069 | |
| l | 808069 | |
| t | 808069 | |
| n | 264146 | 3.7% |
| e | 264146 | 3.7% |
| r | 229302 | 3.2% |
| a | 229302 | 3.2% |
| Other values (8) | 1009602 |
| id | income | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | credit_risk_score | bank_months_count | proposed_credit_limit | session_length_in_minutes | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | fraud_bool | payment_type | employment_status | housing_status | has_other_cards | foreign_request | source | device_os | keep_alive_session | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.001 | -0.001 | 0.000 | 0.001 | -0.000 | -0.000 | -0.000 | -0.001 | -0.001 | -0.000 | -0.000 | 0.001 | 0.001 | 0.001 | -0.000 | 0.001 | -0.000 | 0.001 | 0.000 | -0.001 | 0.002 | 0.000 | 0.001 | 0.001 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.004 | 0.002 | 0.000 |
| income | 0.001 | 1.000 | 0.009 | -0.019 | 0.087 | -0.028 | 0.108 | -0.079 | -0.100 | -0.114 | -0.122 | 0.013 | 0.186 | 0.006 | 0.142 | -0.084 | 0.131 | 0.003 | 0.003 | -0.033 | -0.038 | 0.052 | 0.030 | 0.061 | 0.085 | 0.088 | 0.013 | 0.014 | 0.040 | 0.040 | 0.025 | 0.016 | 0.013 | 0.037 | 0.076 |
| prev_address_months_count | -0.001 | 0.009 | 1.000 | -0.611 | -0.164 | 0.015 | -0.033 | -0.069 | 0.006 | 0.025 | 0.023 | -0.070 | -0.055 | -0.076 | -0.058 | 0.070 | -0.014 | -0.003 | -0.002 | -0.032 | 0.153 | 0.024 | 0.042 | 0.026 | 0.051 | 0.044 | 0.016 | 0.012 | 0.024 | 0.040 | 0.022 | 0.011 | 0.051 | 0.023 | 0.035 |
| current_address_months_count | 0.000 | -0.019 | -0.611 | 1.000 | 0.225 | -0.019 | 0.093 | 0.056 | 0.018 | 0.005 | 0.014 | 0.046 | 0.131 | 0.075 | 0.155 | -0.039 | -0.013 | 0.001 | 0.001 | 0.046 | -0.231 | 0.050 | 0.057 | 0.063 | 0.180 | 0.075 | 0.023 | 0.016 | 0.053 | 0.064 | 0.089 | 0.018 | 0.142 | 0.111 | 0.107 |
| customer_age | 0.001 | 0.087 | -0.164 | 0.225 | 1.000 | 0.039 | -0.015 | -0.024 | 0.002 | 0.008 | -0.006 | 0.060 | 0.140 | 0.047 | 0.127 | 0.054 | 0.013 | -0.006 | -0.005 | -0.044 | -0.560 | 0.033 | 0.049 | 0.166 | 0.180 | 0.116 | 0.011 | 0.032 | 0.093 | 0.067 | 0.041 | 0.037 | 0.253 | 0.174 | 1.000 |
| days_since_request | -0.000 | -0.028 | 0.015 | -0.019 | 0.039 | 1.000 | -0.043 | -0.034 | 0.071 | 0.054 | 0.031 | 0.019 | -0.100 | -0.002 | -0.084 | 0.059 | -0.031 | -0.001 | -0.002 | -0.033 | -0.057 | 0.007 | 0.072 | 0.014 | 0.029 | 0.055 | 0.002 | 0.018 | 0.015 | 0.002 | 0.018 | 0.012 | 0.053 | 0.015 | 0.020 |
| intended_balcon_amount | -0.000 | 0.108 | -0.033 | 0.093 | -0.015 | -0.043 | 1.000 | 0.006 | 0.034 | 0.065 | 0.067 | 0.160 | 0.029 | 0.196 | 0.100 | 0.045 | -0.051 | -0.000 | -0.003 | 0.061 | -0.005 | 0.031 | 0.435 | 0.039 | 0.076 | 0.134 | 0.012 | 0.015 | 0.056 | 0.029 | 0.021 | 0.025 | 0.026 | 0.063 | 0.020 |
| zip_count_4w | -0.000 | -0.079 | -0.069 | 0.056 | -0.024 | -0.034 | 0.006 | 1.000 | 0.129 | 0.198 | 0.269 | 0.012 | -0.092 | 0.048 | -0.025 | 0.048 | -0.268 | -0.000 | 0.003 | 0.018 | 0.098 | 0.015 | 0.053 | 0.037 | 0.036 | 0.056 | 0.024 | 0.016 | 0.020 | 0.040 | 0.027 | 0.019 | 0.088 | 0.036 | 0.050 |
| velocity_6h | -0.001 | -0.100 | 0.006 | 0.018 | 0.002 | 0.071 | 0.034 | 0.129 | 1.000 | 0.456 | 0.384 | 0.017 | -0.143 | 0.014 | -0.058 | 0.065 | -0.396 | 0.000 | 0.001 | 0.023 | 0.068 | 0.016 | 0.068 | 0.037 | 0.042 | 0.043 | 0.010 | 0.016 | 0.039 | 0.035 | 0.045 | 0.027 | 0.053 | 0.031 | 0.034 |
| velocity_24h | -0.001 | -0.114 | 0.025 | 0.005 | 0.008 | 0.054 | 0.065 | 0.198 | 0.456 | 1.000 | 0.528 | 0.037 | -0.144 | 0.017 | -0.020 | 0.087 | -0.539 | -0.000 | 0.000 | 0.026 | 0.095 | 0.012 | 0.061 | 0.040 | 0.038 | 0.059 | 0.020 | 0.019 | 0.027 | 0.051 | 0.048 | 0.037 | 0.056 | 0.041 | 0.031 |
| velocity_4w | -0.000 | -0.122 | 0.023 | 0.014 | -0.006 | 0.031 | 0.067 | 0.269 | 0.384 | 0.528 | 1.000 | 0.034 | -0.173 | 0.020 | 0.004 | 0.112 | -0.837 | -0.000 | -0.000 | 0.054 | 0.152 | 0.024 | 0.073 | 0.044 | 0.061 | 0.083 | 0.033 | 0.026 | 0.051 | 0.098 | 0.052 | 0.052 | 0.093 | 0.070 | 0.028 |
| bank_branch_count_8w | -0.000 | 0.013 | -0.070 | 0.046 | 0.060 | 0.019 | 0.160 | 0.012 | 0.017 | 0.037 | 0.034 | 1.000 | -0.031 | 0.502 | 0.006 | 0.009 | -0.038 | -0.004 | -0.002 | -0.023 | -0.029 | 0.021 | 0.143 | 0.021 | 0.028 | 0.064 | 0.007 | 0.019 | 0.027 | 0.012 | 0.011 | 0.012 | 0.075 | 0.024 | 0.042 |
| credit_risk_score | 0.001 | 0.186 | -0.055 | 0.131 | 0.140 | -0.100 | 0.029 | -0.092 | -0.143 | -0.144 | -0.173 | -0.031 | 1.000 | -0.044 | 0.662 | -0.042 | 0.167 | 0.004 | 0.004 | 0.060 | -0.114 | 0.078 | 0.047 | 0.064 | 0.142 | 0.139 | 0.015 | 0.021 | 0.071 | 0.041 | 0.034 | 0.038 | 0.019 | 0.034 | 0.083 |
| bank_months_count | 0.001 | 0.006 | -0.076 | 0.075 | 0.047 | -0.002 | 0.196 | 0.048 | 0.014 | 0.017 | 0.020 | 0.502 | -0.044 | 1.000 | -0.007 | 0.022 | -0.016 | -0.003 | 0.000 | -0.018 | -0.034 | 0.027 | 0.293 | 0.057 | 0.043 | 0.046 | 0.012 | 0.037 | 0.036 | 0.031 | 0.019 | 0.023 | 0.081 | 0.031 | 0.052 |
| proposed_credit_limit | 0.001 | 0.142 | -0.058 | 0.155 | 0.127 | -0.084 | 0.100 | -0.025 | -0.058 | -0.020 | 0.004 | 0.006 | 0.662 | -0.007 | 1.000 | -0.004 | -0.011 | 0.004 | 0.002 | 0.082 | -0.054 | 0.100 | 0.058 | 0.063 | 0.145 | 0.129 | 0.027 | 0.017 | 0.065 | 0.061 | 0.046 | 0.028 | 0.047 | 0.030 | 0.077 |
| session_length_in_minutes | -0.000 | -0.084 | 0.070 | -0.039 | 0.054 | 0.059 | 0.045 | 0.048 | 0.065 | 0.087 | 0.112 | 0.009 | -0.042 | 0.022 | -0.004 | 1.000 | -0.104 | 0.001 | -0.001 | 0.022 | -0.053 | 0.016 | 0.029 | 0.033 | 0.029 | 0.121 | 0.010 | 0.042 | 0.034 | 0.049 | 0.044 | 0.050 | 0.038 | 0.017 | 0.025 |
| month | 0.001 | 0.131 | -0.014 | -0.013 | 0.013 | -0.031 | -0.051 | -0.268 | -0.396 | -0.539 | -0.837 | -0.038 | 0.167 | -0.016 | -0.011 | -0.104 | 1.000 | -0.001 | -0.000 | -0.042 | -0.163 | 0.026 | 0.076 | 0.045 | 0.066 | 0.087 | 0.028 | 0.026 | 0.054 | 0.111 | 0.066 | 0.052 | 0.101 | 0.075 | 0.030 |
| x1 | -0.000 | 0.003 | -0.003 | 0.001 | -0.006 | -0.001 | -0.000 | -0.000 | 0.000 | -0.000 | -0.000 | -0.004 | 0.004 | -0.003 | 0.004 | 0.001 | -0.001 | 1.000 | 0.015 | -0.005 | 0.001 | 0.280 | 0.007 | 0.004 | 0.009 | 0.012 | 0.001 | 0.000 | 0.009 | 0.014 | 0.009 | 0.004 | 0.018 | 0.002 | 0.007 |
| x2 | 0.001 | 0.003 | -0.002 | 0.001 | -0.005 | -0.002 | -0.003 | 0.003 | 0.001 | 0.000 | -0.000 | -0.002 | 0.004 | 0.000 | 0.002 | -0.001 | -0.000 | 0.015 | 1.000 | -0.002 | 0.002 | 0.283 | 0.006 | 0.005 | 0.010 | 0.012 | 0.005 | 0.000 | 0.009 | 0.012 | 0.009 | 0.005 | 0.019 | 0.003 | 0.006 |
| name_email_similarity | 0.000 | -0.033 | -0.032 | 0.046 | -0.044 | -0.033 | 0.061 | 0.018 | 0.023 | 0.026 | 0.054 | -0.023 | 0.060 | -0.018 | 0.082 | 0.022 | -0.042 | -0.005 | -0.002 | 1.000 | 0.042 | 0.039 | 0.069 | 0.042 | 0.045 | 0.038 | 0.025 | 0.012 | 0.043 | 0.044 | 0.074 | 0.020 | 0.030 | 0.043 | 0.046 |
| date_of_birth_distinct_emails_4w | -0.001 | -0.038 | 0.153 | -0.231 | -0.560 | -0.057 | -0.005 | 0.098 | 0.068 | 0.095 | 0.152 | -0.029 | -0.114 | -0.034 | -0.054 | -0.053 | -0.163 | 0.001 | 0.002 | 0.042 | 1.000 | 0.030 | 0.077 | 0.152 | 0.097 | 0.058 | 0.030 | 0.029 | 0.055 | 0.060 | 0.053 | 0.038 | 0.222 | 0.142 | 0.255 |
| fraud_bool | 0.002 | 0.052 | 0.024 | 0.050 | 0.033 | 0.007 | 0.031 | 0.015 | 0.016 | 0.012 | 0.024 | 0.021 | 0.078 | 0.027 | 0.100 | 0.016 | 0.026 | 0.280 | 0.283 | 0.039 | 0.030 | 1.000 | 0.041 | 0.033 | 0.098 | 0.038 | 0.017 | 0.003 | 0.073 | 0.049 | 0.028 | 0.040 | 0.046 | 0.008 | 0.026 |
| payment_type | 0.000 | 0.030 | 0.042 | 0.057 | 0.049 | 0.072 | 0.435 | 0.053 | 0.068 | 0.061 | 0.073 | 0.143 | 0.047 | 0.293 | 0.058 | 0.029 | 0.076 | 0.007 | 0.006 | 0.069 | 0.077 | 0.041 | 1.000 | 0.059 | 0.102 | 0.157 | 0.027 | 0.065 | 0.063 | 0.031 | 0.030 | 0.045 | 0.084 | 0.069 | 0.042 |
| employment_status | 0.001 | 0.061 | 0.026 | 0.063 | 0.166 | 0.014 | 0.039 | 0.037 | 0.037 | 0.040 | 0.044 | 0.021 | 0.064 | 0.057 | 0.063 | 0.033 | 0.045 | 0.004 | 0.005 | 0.042 | 0.152 | 0.033 | 0.059 | 1.000 | 0.115 | 0.039 | 0.024 | 0.037 | 0.063 | 0.070 | 0.016 | 0.043 | 0.174 | 0.177 | 0.216 |
| housing_status | 0.001 | 0.085 | 0.051 | 0.180 | 0.180 | 0.029 | 0.076 | 0.036 | 0.042 | 0.038 | 0.061 | 0.028 | 0.142 | 0.043 | 0.145 | 0.029 | 0.066 | 0.009 | 0.010 | 0.045 | 0.097 | 0.098 | 0.102 | 0.115 | 1.000 | 0.073 | 0.028 | 0.022 | 0.079 | 0.066 | 0.088 | 0.025 | 0.117 | 0.098 | 0.235 |
| has_other_cards | 0.001 | 0.088 | 0.044 | 0.075 | 0.116 | 0.055 | 0.134 | 0.056 | 0.043 | 0.059 | 0.083 | 0.064 | 0.139 | 0.046 | 0.129 | 0.121 | 0.087 | 0.012 | 0.012 | 0.038 | 0.058 | 0.038 | 0.157 | 0.039 | 0.073 | 1.000 | 0.004 | 0.014 | 0.044 | 0.087 | 0.033 | 0.034 | 0.105 | 0.017 | 0.110 |
| foreign_request | 0.000 | 0.013 | 0.016 | 0.023 | 0.011 | 0.002 | 0.012 | 0.024 | 0.010 | 0.020 | 0.033 | 0.007 | 0.015 | 0.012 | 0.027 | 0.010 | 0.028 | 0.001 | 0.005 | 0.025 | 0.030 | 0.017 | 0.027 | 0.024 | 0.028 | 0.004 | 1.000 | 0.007 | 0.052 | 0.015 | 0.029 | 0.007 | 0.009 | 0.009 | 0.007 |
| source | 0.000 | 0.014 | 0.012 | 0.016 | 0.032 | 0.018 | 0.015 | 0.016 | 0.016 | 0.019 | 0.026 | 0.019 | 0.021 | 0.037 | 0.017 | 0.042 | 0.026 | 0.000 | 0.000 | 0.012 | 0.029 | 0.003 | 0.065 | 0.037 | 0.022 | 0.014 | 0.007 | 1.000 | 0.084 | 0.086 | 0.001 | 0.421 | 0.011 | 0.024 | 0.028 |
| device_os | 0.000 | 0.040 | 0.024 | 0.053 | 0.093 | 0.015 | 0.056 | 0.020 | 0.039 | 0.027 | 0.051 | 0.027 | 0.071 | 0.036 | 0.065 | 0.034 | 0.054 | 0.009 | 0.009 | 0.043 | 0.055 | 0.073 | 0.063 | 0.063 | 0.079 | 0.044 | 0.052 | 0.084 | 1.000 | 0.067 | 0.151 | 0.042 | 0.073 | 0.094 | 0.074 |
| keep_alive_session | 0.000 | 0.040 | 0.040 | 0.064 | 0.067 | 0.002 | 0.029 | 0.040 | 0.035 | 0.051 | 0.098 | 0.012 | 0.041 | 0.031 | 0.061 | 0.049 | 0.111 | 0.014 | 0.012 | 0.044 | 0.060 | 0.049 | 0.031 | 0.070 | 0.066 | 0.087 | 0.015 | 0.086 | 0.067 | 1.000 | 0.028 | 0.119 | 0.042 | 0.026 | 0.047 |
| email_is_free | 0.000 | 0.025 | 0.022 | 0.089 | 0.041 | 0.018 | 0.021 | 0.027 | 0.045 | 0.048 | 0.052 | 0.011 | 0.034 | 0.019 | 0.046 | 0.044 | 0.066 | 0.009 | 0.009 | 0.074 | 0.053 | 0.028 | 0.030 | 0.016 | 0.088 | 0.033 | 0.029 | 0.001 | 0.151 | 0.028 | 1.000 | 0.009 | 0.013 | 0.035 | 0.027 |
| device_distinct_emails_8w | 0.001 | 0.016 | 0.011 | 0.018 | 0.037 | 0.012 | 0.025 | 0.019 | 0.027 | 0.037 | 0.052 | 0.012 | 0.038 | 0.023 | 0.028 | 0.050 | 0.052 | 0.004 | 0.005 | 0.020 | 0.038 | 0.040 | 0.045 | 0.043 | 0.025 | 0.034 | 0.007 | 0.421 | 0.042 | 0.119 | 0.009 | 1.000 | 0.014 | 0.069 | 0.027 |
| phone_home_valid | 0.004 | 0.013 | 0.051 | 0.142 | 0.253 | 0.053 | 0.026 | 0.088 | 0.053 | 0.056 | 0.093 | 0.075 | 0.019 | 0.081 | 0.047 | 0.038 | 0.101 | 0.018 | 0.019 | 0.030 | 0.222 | 0.046 | 0.084 | 0.174 | 0.117 | 0.105 | 0.009 | 0.011 | 0.073 | 0.042 | 0.013 | 0.014 | 1.000 | 0.285 | 0.199 |
| phone_mobile_valid | 0.002 | 0.037 | 0.023 | 0.111 | 0.174 | 0.015 | 0.063 | 0.036 | 0.031 | 0.041 | 0.070 | 0.024 | 0.034 | 0.031 | 0.030 | 0.017 | 0.075 | 0.002 | 0.003 | 0.043 | 0.142 | 0.008 | 0.069 | 0.177 | 0.098 | 0.017 | 0.009 | 0.024 | 0.094 | 0.026 | 0.035 | 0.069 | 0.285 | 1.000 | 0.142 |
| segmentacion_etaria | 0.000 | 0.076 | 0.035 | 0.107 | 1.000 | 0.020 | 0.020 | 0.050 | 0.034 | 0.031 | 0.028 | 0.042 | 0.083 | 0.052 | 0.077 | 0.025 | 0.030 | 0.007 | 0.006 | 0.046 | 0.255 | 0.026 | 0.042 | 0.216 | 0.235 | 0.110 | 0.007 | 0.028 | 0.074 | 0.047 | 0.027 | 0.027 | 0.199 | 0.142 | 1.000 |
| id | fraud_bool | income | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | employment_status | credit_risk_score | housing_status | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_fraud_count | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.0 | 0.2 | 326.0 | 20.0 | 60.0 | 0.022212 | -0.758101 | AB | 647.0 | 5944.130884 | 3862.316270 | 5330.682025 | 763.0 | CC | 186.0 | BC | 30.0 | 0.0 | 1000.0 | 0.0 | INTERNET | 19.450933 | other | 1.0 | 0.0 | 3.0 | -0.282223 | -0.137122 | 0.369510 | 2.0 | 0.0 | 2.0 | 0.0 | 0.0 | Persona Mayor |
| 1 | 2 | 0.0 | 0.9 | -1.0 | 41.0 | 50.0 | 0.002588 | 17.710636 | AA | 815.0 | 7784.667290 | 4863.579732 | 3607.350151 | 1.0 | CA | 212.0 | BC | 31.0 | 0.0 | 500.0 | 0.0 | INTERNET | 3.850864 | macintosh | 0.0 | 0.0 | 4.0 | -0.029179 | 1.089166 | 0.166457 | 7.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 2 | 3 | 0.0 | 0.8 | 23.0 | 9.0 | 50.0 | 0.004026 | 18.224113 | AA | 1204.0 | 6510.930878 | 6593.331522 | 5245.997031 | 1.0 | CA | 130.0 | BC | 6.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.182197 | windows | 1.0 | 0.0 | 2.0 | 2.178365 | 1.301696 | 0.250290 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 3 | 4 | 0.0 | 0.1 | -1.0 | 30.0 | 30.0 | 0.011687 | -1.434154 | AB | 1182.0 | 4304.899127 | 3738.266526 | 3609.551261 | 12.0 | CB | 164.0 | BB | 11.0 | 0.0 | 500.0 | 0.0 | INTERNET | 4.346861 | windows | 1.0 | 0.0 | 7.0 | 1.472099 | 0.367675 | 0.619087 | 8.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 4 | 5 | 0.0 | 0.9 | 83.0 | 6.0 | 50.0 | 0.024149 | -1.323432 | AC | 477.0 | 5526.000890 | 4576.354823 | 5042.758337 | 1.0 | CA | 205.0 | BA | -1.0 | 0.0 | 1500.0 | 0.0 | INTERNET | 4.427453 | other | 0.0 | 0.0 | 3.0 | 0.330928 | -1.505284 | 0.317856 | 5.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 5 | 7 | 0.0 | 0.2 | -1.0 | 286.0 | 30.0 | 0.034601 | -1.409049 | AC | 1553.0 | 2222.416714 | 2817.337871 | 4412.533789 | 1.0 | CA | 149.0 | BB | -1.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.502893 | other | 0.0 | 0.0 | 6.0 | -0.084331 | -1.371467 | 0.923498 | 12.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 6 | 8 | 0.0 | 0.4 | -1.0 | 36.0 | 50.0 | 0.026100 | -0.953027 | AB | 822.0 | 5556.975706 | 3098.657162 | 4313.480976 | 41.0 | CC | 169.0 | BC | 2.0 | 0.0 | 500.0 | 0.0 | INTERNET | 21.374936 | windows | 0.0 | 0.0 | 5.0 | -0.209023 | 2.141473 | 0.232801 | 8.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 7 | 9 | 0.0 | 0.9 | -1.0 | 15.0 | 50.0 | 16.815283 | -0.301502 | AB | 1097.0 | 6504.488017 | 4092.266597 | 4299.625262 | 10.0 | CA | 67.0 | BB | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 11.340427 | other | 1.0 | 0.0 | 4.0 | 1.521160 | -0.190716 | 0.089310 | 5.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 8 | 10 | 0.0 | 0.7 | -1.0 | 269.0 | 50.0 | 0.017052 | 18.113431 | AA | 1008.0 | 4256.894639 | 2522.374654 | 3104.674613 | 427.0 | CA | 113.0 | BB | 11.0 | 1.0 | 500.0 | 0.0 | INTERNET | 1.285402 | linux | 1.0 | 0.0 | 7.0 | 0.819086 | 0.995956 | 0.409915 | 5.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 9 | 11 | 0.0 | 0.1 | -1.0 | 111.0 | 50.0 | 0.006938 | -1.296074 | AB | 1114.0 | 8454.912900 | 5111.426451 | 4834.366949 | 10.0 | CC | 52.0 | BB | 30.0 | 0.0 | 500.0 | 0.0 | INTERNET | 10.770944 | linux | 0.0 | 0.0 | 4.0 | 0.236540 | 0.054239 | 0.292569 | 2.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| id | fraud_bool | income | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | employment_status | credit_risk_score | housing_status | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_fraud_count | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 934848 | 999990 | 0.0 | 0.9 | -1.0 | 168.0 | 40.0 | 0.025489 | -0.938422 | AC | 1018.0 | 5114.909506 | 2891.768898 | 3105.152838 | 2.0 | CC | 182.0 | BB | -1.0 | 0.0 | 500.0 | 0.0 | INTERNET | 1.460424 | linux | 1.0 | 0.0 | 6.0 | -0.546706 | 0.900822 | 0.017403 | 5.0 | 0.0 | 1.0 | 1.0 | 0.0 | Adulto |
| 934849 | 999991 | 0.0 | 0.5 | 28.0 | 9.0 | 20.0 | 0.016669 | -0.507331 | AB | 726.0 | 3703.955730 | 6567.216384 | 4258.472022 | 17.0 | CA | 91.0 | BE | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 1.239913 | other | 1.0 | 0.0 | 5.0 | 0.954982 | 1.822743 | 0.361669 | 13.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto-Joven |
| 934850 | 999992 | 0.0 | 0.2 | -1.0 | 90.0 | 50.0 | 0.038895 | -0.767108 | AB | 1137.0 | 5376.603719 | 3213.646425 | 4227.039488 | 1495.0 | CA | 121.0 | BD | 1.0 | 0.0 | 500.0 | 0.0 | INTERNET | 8.497648 | linux | 1.0 | 0.0 | 5.0 | -0.171627 | 1.636472 | 0.173317 | 4.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 934851 | 999993 | 0.0 | 0.2 | 65.0 | 11.0 | 40.0 | 0.008420 | 50.591899 | AC | 889.0 | 5777.459341 | 3402.364441 | 3808.787247 | 1.0 | CA | 86.0 | BC | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 21.886119 | other | 1.0 | 0.0 | 6.0 | -0.724116 | 0.461230 | 0.415023 | 9.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 934852 | 999994 | 0.0 | 0.9 | 117.0 | 11.0 | 20.0 | 0.013154 | 37.492554 | AA | 4342.0 | 6225.666022 | 3452.566086 | 5907.253057 | 14.0 | CB | 313.0 | BC | 4.0 | 0.0 | 1500.0 | 0.0 | INTERNET | 2.585130 | windows | 1.0 | 0.0 | 0.0 | 1.312224 | -1.592545 | 0.136108 | 13.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto-Joven |
| 934853 | 999995 | 1.0 | 0.4 | -1.0 | 115.0 | 50.0 | 0.016675 | -1.277662 | AD | 1704.0 | 7574.000604 | 5401.986247 | 5194.686284 | 0.0 | CA | 43.0 | BB | -1.0 | 0.0 | 200.0 | 0.0 | INTERNET | 4.871168 | other | 0.0 | 0.0 | 3.0 | 0.430381 | -0.391984 | 0.522887 | 1.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 934854 | 999996 | 0.0 | 0.9 | 38.0 | 8.0 | 20.0 | 0.009012 | 50.289551 | AA | 1728.0 | 3581.552855 | 2510.056836 | 4363.077001 | 2.0 | CA | 176.0 | BC | 29.0 | 0.0 | 1500.0 | 0.0 | INTERNET | 13.960900 | linux | 1.0 | 0.0 | 6.0 | 0.802064 | -1.299359 | 0.475857 | 12.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto-Joven |
| 934855 | 999997 | 0.0 | 0.7 | -1.0 | 305.0 | 50.0 | 0.001224 | -1.639289 | AB | 780.0 | 4878.864192 | 3657.691361 | 5205.214618 | 0.0 | CA | 309.0 | BA | 30.0 | 1.0 | 1500.0 | 0.0 | INTERNET | 2.007887 | windows | 1.0 | 0.0 | 6.0 | 0.432079 | -0.018634 | 0.512173 | 3.0 | 0.0 | 1.0 | 1.0 | 0.0 | Adulto |
| 934856 | 999998 | 0.0 | 0.8 | -1.0 | 36.0 | 60.0 | 0.031814 | -1.671697 | AB | 2140.0 | 879.645376 | 4436.203372 | 4218.324833 | 16.0 | CC | 186.0 | BC | 1.0 | 1.0 | 200.0 | 0.0 | INTERNET | 0.999235 | windows | 0.0 | 0.0 | 4.0 | 1.686424 | 0.065182 | 0.138305 | 8.0 | 0.0 | 1.0 | 0.0 | 1.0 | Persona Mayor |
| 934857 | 999999 | 0.0 | 0.8 | -1.0 | 24.0 | 20.0 | 0.008437 | 30.574625 | AA | 997.0 | 2567.311468 | 5457.563965 | 4317.755652 | 1190.0 | CA | 83.0 | BC | 26.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.295844 | linux | 0.0 | 0.0 | 4.0 | -0.689051 | 2.650935 | 0.125449 | 14.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto-Joven |